Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	15289
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	7
Duplicate rows (%)	< 0.1%
Total size in memory	2.0 MiB
Average record size in memory	136.0 B

Variable types

Numeric	14
Categorical	3

Alerts

Dataset has 7 (< 0.1%) duplicate rows	Duplicates
`clonesize` is highly overall correlated with `honeybee`	High correlation
`honeybee` is highly overall correlated with `clonesize`	High correlation
`MaxOfUpperTRange` is highly overall correlated with `MaxOfLowerTRange` and 4 other fields	High correlation
`MaxOfLowerTRange` is highly overall correlated with `MaxOfUpperTRange` and 4 other fields	High correlation
`MinOfLowerTRange` is highly overall correlated with `MaxOfUpperTRange` and 4 other fields	High correlation
`RainingDays` is highly overall correlated with `AverageRainingDays` and 1 other fields	High correlation
`AverageRainingDays` is highly overall correlated with `RainingDays` and 1 other fields	High correlation
`fruitset` is highly overall correlated with `fruitmass` and 2 other fields	High correlation
`fruitmass` is highly overall correlated with `fruitset` and 2 other fields	High correlation
`seeds` is highly overall correlated with `fruitset` and 2 other fields	High correlation
`yield` is highly overall correlated with `RainingDays` and 4 other fields	High correlation
`MinOfUpperTRange` is highly overall correlated with `MaxOfUpperTRange` and 4 other fields	High correlation
`AverageOfUpperTRange` is highly overall correlated with `MaxOfUpperTRange` and 4 other fields	High correlation
`AverageOfLowerTRange` is highly overall correlated with `MaxOfUpperTRange` and 4 other fields	High correlation
`honeybee` is highly skewed (γ1 = 41.61324372)	Skewed

Reproduction

Analysis started	2023-05-14 08:48:05.238513
Analysis finished	2023-05-14 08:48:16.716336
Duration	11.48 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

clonesize
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.70469

Minimum	10
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	10
5-th percentile	12.5
Q1	12.5
median	25
Q3	25
95-th percentile	25
Maximum	40
Range	30
Interquartile range (IQR)	12.5

Descriptive statistics

Standard deviation	6.5952109
Coefficient of variation (CV)	0.3347026
Kurtosis	-1.2183377
Mean	19.70469
Median Absolute Deviation (MAD)	0
Skewness	0.04986072
Sum	301265
Variance	43.496806
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
25	8245	53.9%
12.5	6717	43.9%
37.5	265	1.7%
20	56	0.4%
10	4	< 0.1%
40	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	4	< 0.1%
12.5	6717	43.9%
20	56	0.4%
25	8245	53.9%
37.5	265	1.7%
40	2	< 0.1%

Value	Count	Frequency (%)
40	2	< 0.1%
37.5	265	1.7%
25	8245	53.9%
20	56	0.4%
12.5	6717	43.9%
10	4	< 0.1%

honeybee
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.38931428

Minimum	0
Maximum	18.43
Zeros	16
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.25
Q1	0.25
median	0.5
Q3	0.5
95-th percentile	0.5
Maximum	18.43
Range	18.43
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.3616431
Coefficient of variation (CV)	0.92892329
Kurtosis	2040.7378
Mean	0.38931428
Median Absolute Deviation (MAD)	0
Skewness	41.613244
Sum	5952.226
Variance	0.13078573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0.5	7832	51.2%
0.25	7285	47.6%
0.75	110	0.7%
0.537	38	0.2%
0	16	0.1%
18.43	5	< 0.1%
6.64	3	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	0.1%
0.25	7285	47.6%
0.5	7832	51.2%
0.537	38	0.2%
0.75	110	0.7%
6.64	3	< 0.1%
18.43	5	< 0.1%

Value	Count	Frequency (%)
18.43	5	< 0.1%
6.64	3	< 0.1%
0.75	110	0.7%
0.537	38	0.2%
0.5	7832	51.2%
0.25	7285	47.6%
0	16	0.1%

bumbles
Real number (ℝ)

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28676768

Minimum	0
Maximum	0.585
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.25
Q1	0.25
median	0.25
Q3	0.38
95-th percentile	0.38
Maximum	0.585
Range	0.585
Interquartile range (IQR)	0.13

Descriptive statistics

Standard deviation	0.059916909
Coefficient of variation (CV)	0.20893885
Kurtosis	-0.66936043
Mean	0.28676768
Median Absolute Deviation (MAD)	0
Skewness	0.81557068
Sum	4384.391
Variance	0.003590036
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0.25	10856	71.0%
0.38	4376	28.6%
0.117	39	0.3%
0	5	< 0.1%
0.042	3	< 0.1%
0.058	2	< 0.1%
0.065	2	< 0.1%
0.585	2	< 0.1%
0.293	2	< 0.1%
0.56	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
0.042	3	< 0.1%
0.058	2	< 0.1%
0.065	2	< 0.1%
0.117	39	0.3%
0.25	10856	71.0%
0.26	1	< 0.1%
0.293	2	< 0.1%
0.38	4376	28.6%
0.56	1	< 0.1%

Value	Count	Frequency (%)
0.585	2	< 0.1%
0.56	1	< 0.1%
0.38	4376	28.6%
0.293	2	< 0.1%
0.26	1	< 0.1%
0.25	10856	71.0%
0.117	39	0.3%
0.065	2	< 0.1%
0.058	2	< 0.1%
0.042	3	< 0.1%

andrena
Real number (ℝ)

Distinct	16
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49267539

Minimum	0
Maximum	0.75
Zeros	8
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.25
Q1	0.38
median	0.5
Q3	0.63
95-th percentile	0.75
Maximum	0.75
Range	0.75
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.14811502
Coefficient of variation (CV)	0.30063409
Kurtosis	-0.82178331
Mean	0.49267539
Median Absolute Deviation (MAD)	0.12
Skewness	0.16204692
Sum	7532.514
Variance	0.021938059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0.38	4565	29.9%
0.5	4165	27.2%
0.63	3042	19.9%
0.75	1828	12.0%
0.25	1624	10.6%
0.409	43	0.3%
0	8	0.1%
0.229	4	< 0.1%
0.49	2	< 0.1%
0.147	2	< 0.1%
Other values (6)	6	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	0.1%
0.101	1	< 0.1%
0.147	2	< 0.1%
0.229	4	< 0.1%
0.234	1	< 0.1%
0.235	1	< 0.1%
0.24	1	< 0.1%
0.25	1624	10.6%
0.38	4565	29.9%
0.409	43	0.3%

Value	Count	Frequency (%)
0.75	1828	12.0%
0.707	1	< 0.1%
0.63	3042	19.9%
0.56	1	< 0.1%
0.5	4165	27.2%
0.49	2	< 0.1%
0.409	43	0.3%
0.38	4565	29.9%
0.25	1624	10.6%
0.24	1	< 0.1%

osmia
Real number (ℝ)

Distinct	14
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.59235548

Minimum	0
Maximum	0.75
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.25
Q1	0.5
median	0.63
Q3	0.75
95-th percentile	0.75
Maximum	0.75
Range	0.75
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	0.13948903
Coefficient of variation (CV)	0.23548196
Kurtosis	0.61946823
Mean	0.59235548
Median Absolute Deviation (MAD)	0.12
Skewness	-0.84519564
Sum	9056.523
Variance	0.019457189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0.63	4763	31.2%
0.5	4699	30.7%
0.75	4387	28.7%
0.25	872	5.7%
0.38	509	3.3%
0.058	42	0.3%
0	6	< 0.1%
0.021	4	< 0.1%
0.117	2	< 0.1%
0.62	1	< 0.1%
Other values (4)	4	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	< 0.1%
0.02	1	< 0.1%
0.021	4	< 0.1%
0.058	42	0.3%
0.078	1	< 0.1%
0.117	2	< 0.1%
0.25	872	5.7%
0.38	509	3.3%
0.5	4699	30.7%
0.585	1	< 0.1%

Value	Count	Frequency (%)
0.75	4387	28.7%
0.63	4763	31.2%
0.62	1	< 0.1%
0.606	1	< 0.1%
0.585	1	< 0.1%
0.5	4699	30.7%
0.38	509	3.3%
0.25	872	5.7%
0.117	2	< 0.1%
0.078	1	< 0.1%

MaxOfUpperTRange
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	82.169887

Minimum	69.7
Maximum	94.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	69.7
5-th percentile	69.7
Q1	77.4
median	86
Q3	86
95-th percentile	94.6
Maximum	94.6
Range	24.9
Interquartile range (IQR)	8.6

Descriptive statistics

Standard deviation	9.1467025
Coefficient of variation (CV)	0.11131453
Kurtosis	-1.3347433
Mean	82.169887
Median Absolute Deviation (MAD)	8.6
Skewness	0.0073588935
Sum	1256295.4
Variance	83.662167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
86	4200	27.5%
77.4	3788	24.8%
94.6	3734	24.4%
69.7	3564	23.3%
89	2	< 0.1%
79	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
69.7	3564	23.3%
77.4	3788	24.8%
79	1	< 0.1%
86	4200	27.5%
89	2	< 0.1%
94.6	3734	24.4%

Value	Count	Frequency (%)
94.6	3734	24.4%
89	2	< 0.1%
86	4200	27.5%
79	1	< 0.1%
77.4	3788	24.8%
69.7	3564	23.3%

MinOfUpperTRange
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	119.6 KiB

52.0	4200
46.8	3788
57.2	3736
42.1	3562
39.0	3

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	61156
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	42.1
2nd row	42.1
3rd row	52.0
4th row	46.8
5th row	46.8

Common Values

Value	Count	Frequency (%)
52.0	4200	27.5%
46.8	3788	24.8%
57.2	3736	24.4%
42.1	3562	23.3%
39.0	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
52.0	4200	27.5%
46.8	3788	24.8%
57.2	3736	24.4%
42.1	3562	23.3%
39.0	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
.	15289	25.0%
2	11498	18.8%
5	7936	13.0%
4	7350	12.0%
0	4203	6.9%
6	3788	6.2%
8	3788	6.2%
7	3736	6.1%
1	3562	5.8%
3	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	45867	75.0%
Other Punctuation	15289	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	11498	25.1%
5	7936	17.3%
4	7350	16.0%
0	4203	9.2%
6	3788	8.3%
8	3788	8.3%
7	3736	8.1%
1	3562	7.8%
3	3	< 0.1%
9	3	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	15289	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	61156	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	15289	25.0%
2	11498	18.8%
5	7936	13.0%
4	7350	12.0%
0	4203	6.9%
6	3788	6.2%
8	3788	6.2%
7	3736	6.1%
1	3562	5.8%
3	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61156	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	15289	25.0%
2	11498	18.8%
5	7936	13.0%
4	7350	12.0%
0	4203	6.9%
6	3788	6.2%
8	3788	6.2%
7	3736	6.1%
1	3562	5.8%
3	3	< 0.1%

AverageOfUpperTRange
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	119.6 KiB

71.9	4200
64.7	3787
79.0	3735
58.2	3564
65.6	3

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	61156
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	58.2
2nd row	58.2
3rd row	71.9
4th row	64.7
5th row	64.7

Common Values

Value	Count	Frequency (%)
71.9	4200	27.5%
64.7	3787	24.8%
79.0	3735	24.4%
58.2	3564	23.3%
65.6	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
71.9	4200	27.5%
64.7	3787	24.8%
79.0	3735	24.4%
58.2	3564	23.3%
65.6	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
.	15289	25.0%
7	11722	19.2%
9	7935	13.0%
1	4200	6.9%
6	3793	6.2%
4	3787	6.2%
0	3735	6.1%
5	3567	5.8%
8	3564	5.8%
2	3564	5.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	45867	75.0%
Other Punctuation	15289	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
7	11722	25.6%
9	7935	17.3%
1	4200	9.2%
6	3793	8.3%
4	3787	8.3%
0	3735	8.1%
5	3567	7.8%
8	3564	7.8%
2	3564	7.8%

Other Punctuation

Value	Count	Frequency (%)
.	15289	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	61156	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	15289	25.0%
7	11722	19.2%
9	7935	13.0%
1	4200	6.9%
6	3793	6.2%
4	3787	6.2%
0	3735	6.1%
5	3567	5.8%
8	3564	5.8%
2	3564	5.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61156	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	15289	25.0%
7	11722	19.2%
9	7935	13.0%
1	4200	6.9%
6	3793	6.2%
4	3787	6.2%
0	3735	6.1%
5	3567	5.8%
8	3564	5.8%
2	3564	5.8%

MaxOfLowerTRange
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.229538

Minimum	50.2
Maximum	68.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	50.2
5-th percentile	50.2
Q1	55.8
median	62
Q3	62
95-th percentile	68.2
Maximum	68.2
Range	18
Interquartile range (IQR)	6.2

Descriptive statistics

Standard deviation	6.6106396
Coefficient of variation (CV)	0.11161052
Kurtosis	-1.3333676
Mean	59.229538
Median Absolute Deviation (MAD)	6.2
Skewness	0.0024495769
Sum	905560.4
Variance	43.700556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
62	4199	27.5%
55.8	3787	24.8%
68.2	3736	24.4%
50.2	3563	23.3%
66	3	< 0.1%
52	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50.2	3563	23.3%
52	1	< 0.1%
55.8	3787	24.8%
62	4199	27.5%
66	3	< 0.1%
68.2	3736	24.4%

Value	Count	Frequency (%)
68.2	3736	24.4%
66	3	< 0.1%
62	4199	27.5%
55.8	3787	24.8%
52	1	< 0.1%
50.2	3563	23.3%

MinOfLowerTRange
Real number (ℝ)

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.660553

Minimum	24.3
Maximum	33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	24.3
5-th percentile	24.3
Q1	27
median	30
Q3	30
95-th percentile	33
Maximum	33
Range	8.7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.1953666
Coefficient of variation (CV)	0.11149005
Kurtosis	-1.3337859
Mean	28.660553
Median Absolute Deviation (MAD)	3
Skewness	0.0048458494
Sum	438191.2
Variance	10.210368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
30	4199	27.5%
27	3787	24.8%
33	3735	24.4%
24.3	3564	23.3%
28	2	< 0.1%
25	1	< 0.1%
31	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.3	3564	23.3%
25	1	< 0.1%
27	3787	24.8%
28	2	< 0.1%
30	4199	27.5%
31	1	< 0.1%
33	3735	24.4%

Value	Count	Frequency (%)
33	3735	24.4%
31	1	< 0.1%
30	4199	27.5%
28	2	< 0.1%
27	3787	24.8%
25	1	< 0.1%
24.3	3564	23.3%

AverageOfLowerTRange
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	119.6 KiB

50.8	4200
45.8	3787
55.9	3735
41.2	3564
45.3	3

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	61156
Distinct characters	9
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	41.2
2nd row	41.2
3rd row	50.8
4th row	45.8
5th row	45.8

Common Values

Value	Count	Frequency (%)
50.8	4200	27.5%
45.8	3787	24.8%
55.9	3735	24.4%
41.2	3564	23.3%
45.3	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
50.8	4200	27.5%
45.8	3787	24.8%
55.9	3735	24.4%
41.2	3564	23.3%
45.3	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
5	15460	25.3%
.	15289	25.0%
8	7987	13.1%
4	7354	12.0%
0	4200	6.9%
9	3735	6.1%
1	3564	5.8%
2	3564	5.8%
3	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	45867	75.0%
Other Punctuation	15289	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	15460	33.7%
8	7987	17.4%
4	7354	16.0%
0	4200	9.2%
9	3735	8.1%
1	3564	7.8%
2	3564	7.8%
3	3	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	15289	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	61156	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	15460	25.3%
.	15289	25.0%
8	7987	13.1%
4	7354	12.0%
0	4200	6.9%
9	3735	6.1%
1	3564	5.8%
2	3564	5.8%
3	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	61156	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	15460	25.3%
.	15289	25.0%
8	7987	13.1%
4	7354	12.0%
0	4200	6.9%
9	3735	6.1%
1	3564	5.8%
2	3564	5.8%
3	3	< 0.1%

RainingDays
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.660865

Minimum	1
Maximum	34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	16
median	16
Q3	24
95-th percentile	34
Maximum	34
Range	33
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	11.657582
Coefficient of variation (CV)	0.6247075
Kurtosis	-1.0760813
Mean	18.660865
Median Absolute Deviation (MAD)	8
Skewness	-0.26196767
Sum	285305.96
Variance	135.89922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
16	4361	28.5%
24	3837	25.1%
34	3521	23.0%
1	3521	23.0%
3.77	48	0.3%
26	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3521	23.0%
3.77	48	0.3%
16	4361	28.5%
24	3837	25.1%
26	1	< 0.1%
34	3521	23.0%

Value	Count	Frequency (%)
34	3521	23.0%
26	1	< 0.1%
24	3837	25.1%
16	4361	28.5%
3.77	48	0.3%
1	3521	23.0%

AverageRainingDays
Real number (ℝ)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.32417621

Minimum	0.06
Maximum	0.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	0.06
5-th percentile	0.1
Q1	0.26
median	0.26
Q3	0.39
95-th percentile	0.56
Maximum	0.56
Range	0.5
Interquartile range (IQR)	0.13

Descriptive statistics

Standard deviation	0.16390481
Coefficient of variation (CV)	0.50560407
Kurtosis	-1.1724067
Mean	0.32417621
Median Absolute Deviation (MAD)	0.13
Skewness	0.081862953
Sum	4956.33
Variance	0.026864786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0.26	4361	28.5%
0.39	3837	25.1%
0.1	3520	23.0%
0.56	3519	23.0%
0.06	49	0.3%
0.25	1	< 0.1%
0.07	1	< 0.1%
0.14	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.06	49	0.3%
0.07	1	< 0.1%
0.1	3520	23.0%
0.14	1	< 0.1%
0.25	1	< 0.1%
0.26	4361	28.5%
0.39	3837	25.1%
0.56	3519	23.0%

Value	Count	Frequency (%)
0.56	3519	23.0%
0.39	3837	25.1%
0.26	4361	28.5%
0.25	1	< 0.1%
0.14	1	< 0.1%
0.1	3520	23.0%
0.07	1	< 0.1%
0.06	49	0.3%

fruitset
Real number (ℝ)

Distinct	1526
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50274089

Minimum	0.19273166
Maximum	0.65214409
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	0.19273166
5-th percentile	0.37667015
Q1	0.45824644
median	0.50659971
Q3	0.56044524
95-th percentile	0.6126334
Maximum	0.65214409
Range	0.45941243
Interquartile range (IQR)	0.1021988

Descriptive statistics

Standard deviation	0.074389601
Coefficient of variation (CV)	0.14796807
Kurtosis	-0.1697318
Mean	0.50274089
Median Absolute Deviation (MAD)	0.051794329
Skewness	-0.42660562
Sum	7686.4055
Variance	0.0055338127
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.583378727	96	0.6%
0.566319234	81	0.5%
0.534251703	63	0.4%
0.542170237	60	0.4%
0.48180056	59	0.4%
0.473458531	58	0.4%
0.4965362	58	0.4%
0.603524723	56	0.4%
0.392583006	56	0.4%
0.587319779	56	0.4%
Other values (1516)	14646	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.192731658	1	< 0.1%
0.226568004	1	< 0.1%
0.233554492	9	0.1%
0.23591617	1	< 0.1%
0.237873564	1	< 0.1%
0.246568004	10	0.1%
0.249334678	8	0.1%
0.253673466	1	< 0.1%
0.261146243	1	< 0.1%
0.261449253	1	< 0.1%

Value	Count	Frequency (%)
0.652144089	6	< 0.1%
0.645640994	13	0.1%
0.645475445	15	0.1%
0.644329005	6	< 0.1%
0.642881721	14	0.1%
0.641617746	15	0.1%
0.641480254	7	< 0.1%
0.640742728	3	< 0.1%
0.638787728	18	0.1%
0.63849268	1	< 0.1%

fruitmass
Real number (ℝ)

Distinct	1515
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.44655271

Minimum	0.31192097
Maximum	0.53566048
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	0.31192097
5-th percentile	0.38852652
Q1	0.41921572
median	0.44657003
Q3	0.47413377
95-th percentile	0.50487756
Maximum	0.53566048
Range	0.22373951
Interquartile range (IQR)	0.054918046

Descriptive statistics

Standard deviation	0.037035292
Coefficient of variation (CV)	0.082935992
Kurtosis	-0.56226926
Mean	0.44655271
Median Absolute Deviation (MAD)	0.027354306
Skewness	-0.055531382
Sum	6827.3444
Variance	0.0013716129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.446570029	101	0.7%
0.485989695	66	0.4%
0.497978979	65	0.4%
0.488638858	64	0.4%
0.504526655	60	0.4%
0.417947008	59	0.4%
0.460322355	58	0.4%
0.486889324	56	0.4%
0.463020067	55	0.4%
0.44252903	54	0.4%
Other values (1505)	14651	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.311920972	1	< 0.1%
0.320727305	10	0.1%
0.332220972	1	< 0.1%
0.335338738	10	0.1%
0.336240383	1	< 0.1%
0.342825548	6	< 0.1%
0.349353787	9	0.1%
0.352183472	1	< 0.1%
0.352186419	21	0.1%
0.352338278	1	< 0.1%

Value	Count	Frequency (%)
0.535660479	8	0.1%
0.533820778	1	< 0.1%
0.532772006	4	< 0.1%
0.532222816	5	< 0.1%
0.530933466	14	0.1%
0.52979144	2	< 0.1%
0.529619103	14	0.1%
0.529501777	1	< 0.1%
0.529501569	9	0.1%
0.528522189	1	< 0.1%

seeds
Real number (ℝ)

Distinct	2066
Distinct (%)	13.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.16495

Minimum	22.079199
Maximum	46.585105
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	22.079199
5-th percentile	29.77828
Q1	33.232449
median	36.040675
Q3	39.158238
95-th percentile	42.934521
Maximum	46.585105
Range	24.505906
Interquartile range (IQR)	5.9257884

Descriptive statistics

Standard deviation	4.0310866
Coefficient of variation (CV)	0.11146391
Kurtosis	-0.5182314
Mean	36.16495
Median Absolute Deviation (MAD)	2.914771
Skewness	0.015387122
Sum	552925.93
Variance	16.249659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
39.98873363	96	0.6%
37.96686445	80	0.5%
31.92881551	71	0.5%
36.97636061	69	0.5%
35.92331365	61	0.4%
32.41787171	56	0.4%
35.82485206	54	0.4%
40.86547798	53	0.3%
35.11807556	52	0.3%
31.67018669	52	0.3%
Other values (2056)	14645	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.07919927	1	< 0.1%
23.41277571	13	0.1%
24.32062733	10	0.1%
24.60174115	1	< 0.1%
25.0423614	4	< 0.1%
25.43353016	4	< 0.1%
26.05469186	4	< 0.1%
26.10117938	12	0.1%
26.28235597	8	0.1%
26.48732245	8	0.1%

Value	Count	Frequency (%)
46.58510536	4	< 0.1%
46.58510531	1	< 0.1%
46.36934409	8	0.1%
46.13942523	2	< 0.1%
46.12881916	1	< 0.1%
45.95298911	7	< 0.1%
45.80306982	12	0.1%
45.79441738	1	< 0.1%
45.718182	19	0.1%
45.61979691	3	< 0.1%

yield
Real number (ℝ)

Distinct	776
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6025.194

Minimum	1945.5306
Maximum	8969.4018
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	119.6 KiB

Quantile statistics

Minimum	1945.5306
5-th percentile	3723.5234
Q1	5128.1635
median	6117.4759
Q3	7019.6944
95-th percentile	8090.4171
Maximum	8969.4018
Range	7023.8712
Interquartile range (IQR)	1891.5309

Descriptive statistics

Standard deviation	1337.0568
Coefficient of variation (CV)	0.221911
Kurtosis	-0.43656386
Mean	6025.194
Median Absolute Deviation (MAD)	931.39482
Skewness	-0.29119496
Sum	92119191
Variance	1787721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6251.61184	33	0.2%
7667.83619	32	0.2%
8538.462	32	0.2%
6528.79888	32	0.2%
6687.25926	32	0.2%
7557.46014	31	0.2%
4218.32799	31	0.2%
4575.76991	31	0.2%
5632.45917	31	0.2%
4228.81888	31	0.2%
Other values (766)	14973	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1945.53061	26	0.2%
2379.90521	16	0.1%
2384.72892	17	0.1%
2452.68075	16	0.1%
2508.37567	15	0.1%
2605.69676	15	0.1%
2625.26916	21	0.1%
2688.02883	13	0.1%
2825.00374	29	0.2%
2946.92602	14	0.1%

Value	Count	Frequency (%)
8969.40184	19	0.1%
8823.69011	16	0.1%
8743.52098	24	0.2%
8711.20896	19	0.1%
8671.71681	27	0.2%
8655.67644	16	0.1%
8652.04334	19	0.1%
8634.77583	16	0.1%
8621.81568	15	0.1%
8605.19995	10	0.1%

Auto

Heatmap
Table

	clonesize	honeybee	bumbles	andrena	osmia	MaxOfUpperTRange	MaxOfLowerTRange	MinOfLowerTRange	RainingDays	AverageRainingDays	fruitset	fruitmass	seeds	yield	MinOfUpperTRange	AverageOfUpperTRange	AverageOfLowerTRange
clonesize	1.000	0.880	0.094	0.099	0.042	0.015	0.015	0.015	0.167	0.167	-0.404	-0.365	-0.387	-0.382	0.022	0.022	0.049
honeybee	0.880	1.000	0.131	0.213	0.149	0.013	0.013	0.013	0.136	0.134	-0.314	-0.281	-0.301	-0.297	0.000	0.000	0.182
bumbles	0.094	0.131	1.000	-0.172	0.109	-0.001	-0.001	-0.001	-0.069	-0.064	0.161	0.159	0.172	0.167	0.024	0.024	0.205
andrena	0.099	0.213	-0.172	1.000	0.218	-0.010	-0.010	-0.010	-0.026	-0.025	0.051	0.051	0.050	0.055	0.021	0.021	0.021
osmia	0.042	0.149	0.109	0.218	1.000	-0.027	-0.027	-0.027	-0.078	-0.073	0.151	0.145	0.153	0.150	0.023	0.023	0.046
MaxOfUpperTRange	0.015	0.013	-0.001	-0.010	-0.027	1.000	1.000	1.000	0.010	0.009	0.025	0.158	0.068	-0.017	0.957	0.957	0.957
MaxOfLowerTRange	0.015	0.013	-0.001	-0.010	-0.027	1.000	1.000	1.000	0.011	0.009	0.025	0.158	0.068	-0.017	0.928	0.928	0.928
MinOfLowerTRange	0.015	0.013	-0.001	-0.010	-0.027	1.000	1.000	1.000	0.011	0.009	0.025	0.158	0.068	-0.017	0.957	0.957	0.957
RainingDays	0.167	0.136	-0.069	-0.026	-0.078	0.010	0.011	0.011	1.000	0.998	-0.493	-0.462	-0.498	-0.504	0.028	0.029	0.029
AverageRainingDays	0.167	0.134	-0.064	-0.025	-0.073	0.009	0.009	0.009	0.998	1.000	-0.489	-0.459	-0.494	-0.501	0.029	0.029	0.029
fruitset	-0.404	-0.314	0.161	0.051	0.151	0.025	0.025	0.025	-0.493	-0.489	1.000	0.940	0.941	0.881	0.131	0.129	0.131
fruitmass	-0.365	-0.281	0.159	0.051	0.145	0.158	0.158	0.158	-0.462	-0.459	0.940	1.000	0.932	0.823	0.193	0.192	0.193
seeds	-0.387	-0.301	0.172	0.050	0.153	0.068	0.068	0.068	-0.498	-0.494	0.941	0.932	1.000	0.876	0.141	0.142	0.142
yield	-0.382	-0.297	0.167	0.055	0.150	-0.017	-0.017	-0.017	-0.504	-0.501	0.881	0.823	0.876	1.000	0.075	0.075	0.075
MinOfUpperTRange	0.022	0.000	0.024	0.021	0.023	0.957	0.928	0.957	0.028	0.029	0.131	0.193	0.141	0.075	1.000	0.928	0.928
AverageOfUpperTRange	0.022	0.000	0.024	0.021	0.023	0.957	0.928	0.957	0.029	0.029	0.129	0.192	0.142	0.075	0.928	1.000	0.928
AverageOfLowerTRange	0.049	0.182	0.205	0.021	0.046	0.957	0.928	0.957	0.029	0.029	0.131	0.193	0.142	0.075	0.928	0.928	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	clonesize	honeybee	bumbles	andrena	osmia	MaxOfUpperTRange	MinOfUpperTRange	AverageOfUpperTRange	MaxOfLowerTRange	MinOfLowerTRange	AverageOfLowerTRange	RainingDays	AverageRainingDays	fruitset	fruitmass	seeds	yield
0	25.000	0.500	0.250	0.750	0.500	69.700	42.100	58.200	50.200	24.300	41.200	24.000	0.390	0.425	0.418	32.461	4476.811
1	25.000	0.500	0.250	0.500	0.500	69.700	42.100	58.200	50.200	24.300	41.200	24.000	0.390	0.445	0.422	33.858	5548.122
2	12.500	0.250	0.250	0.630	0.630	86.000	52.000	71.900	62.000	30.000	50.800	24.000	0.390	0.553	0.471	38.342	6869.778
3	12.500	0.250	0.250	0.630	0.500	77.400	46.800	64.700	55.800	27.000	45.800	24.000	0.390	0.566	0.478	39.468	6880.776
4	25.000	0.500	0.250	0.630	0.630	77.400	46.800	64.700	55.800	27.000	45.800	24.000	0.390	0.580	0.494	40.485	7479.934
5	25.000	0.500	0.250	0.630	0.750	94.600	57.200	79.000	68.200	33.000	55.900	34.000	0.560	0.565	0.484	40.555	7267.283
6	12.500	0.250	0.380	0.500	0.630	86.000	52.000	71.900	62.000	30.000	50.800	24.000	0.390	0.499	0.442	35.518	5739.680
7	12.500	0.250	0.250	0.750	0.750	86.000	52.000	71.900	62.000	30.000	50.800	1.000	0.100	0.620	0.530	42.191	7920.062
8	25.000	0.500	0.380	0.380	0.750	94.600	57.200	79.000	68.200	33.000	55.900	16.000	0.260	0.533	0.465	36.166	6465.372
9	25.000	0.500	0.250	0.630	0.630	94.600	57.200	79.000	68.200	33.000	55.900	34.000	0.560	0.340	0.382	28.764	3519.431

	clonesize	honeybee	bumbles	andrena	osmia	MaxOfUpperTRange	MinOfUpperTRange	AverageOfUpperTRange	MaxOfLowerTRange	MinOfLowerTRange	AverageOfLowerTRange	RainingDays	AverageRainingDays	fruitset	fruitmass	seeds	yield
15279	12.500	0.250	0.250	0.380	0.500	94.600	57.200	79.000	68.200	33.000	55.900	1.000	0.100	0.534	0.454	36.386	5934.011
15280	25.000	0.500	0.250	0.500	0.500	94.600	57.200	79.000	68.200	33.000	55.900	34.000	0.560	0.283	0.356	27.622	2825.004
15281	25.000	0.500	0.250	0.630	0.750	77.400	46.800	64.700	55.800	27.000	45.800	24.000	0.390	0.480	0.420	34.029	5794.892
15282	25.000	0.500	0.250	0.630	0.630	94.600	57.200	79.000	68.200	33.000	55.900	16.000	0.260	0.443	0.425	33.285	5042.640
15283	25.000	0.500	0.250	0.750	0.500	77.400	46.800	64.700	55.800	27.000	45.800	34.000	0.560	0.489	0.448	34.839	5496.085
15284	12.500	0.250	0.250	0.380	0.500	77.400	46.800	64.700	55.800	27.000	45.800	16.000	0.260	0.556	0.476	40.546	7667.836
15285	12.500	0.250	0.250	0.250	0.500	86.000	52.000	71.900	62.000	30.000	50.800	34.000	0.560	0.354	0.388	29.467	3680.560
15286	25.000	0.500	0.250	0.380	0.750	77.400	46.800	64.700	55.800	27.000	45.800	34.000	0.560	0.423	0.417	32.299	4696.444
15287	25.000	0.500	0.250	0.630	0.630	69.700	42.100	58.200	50.200	24.300	41.200	24.000	0.390	0.542	0.434	36.674	6772.933
15288	25.000	0.500	0.250	0.630	0.500	77.400	46.800	64.700	55.800	27.000	45.800	16.000	0.260	0.492	0.447	35.095	5867.997

Most frequently occurring

	clonesize	honeybee	bumbles	andrena	osmia	MaxOfUpperTRange	MinOfUpperTRange	AverageOfUpperTRange	MaxOfLowerTRange	MinOfLowerTRange	AverageOfLowerTRange	RainingDays	AverageRainingDays	fruitset	fruitmass	seeds	yield	# duplicates
0	12.500	0.250	0.250	0.250	0.750	69.700	42.100	58.200	50.200	24.300	41.200	16.000	0.260	0.546	0.452	37.807	6922.847	2
1	12.500	0.250	0.250	0.500	0.750	94.600	57.200	79.000	68.200	33.000	55.900	1.000	0.100	0.633	0.519	44.279	8318.799	2
2	12.500	0.250	0.380	0.500	0.750	77.400	46.800	64.700	55.800	27.000	45.800	1.000	0.100	0.642	0.530	45.718	8743.521	2
3	25.000	0.500	0.250	0.630	0.630	86.000	52.000	71.900	62.000	30.000	50.800	16.000	0.260	0.514	0.455	36.683	6157.055	2
4	25.000	0.500	0.380	0.630	0.500	86.000	52.000	71.900	62.000	30.000	50.800	34.000	0.560	0.364	0.391	29.740	3631.905	2
5	37.500	0.750	0.250	0.250	0.250	77.400	46.800	64.700	55.800	27.000	45.800	34.000	0.560	0.284	0.352	26.101	2625.269	2
6	37.500	0.750	0.250	0.250	0.250	86.000	52.000	71.900	62.000	30.000	50.800	34.000	0.560	0.354	0.388	29.373	3712.998	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring